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  1. Northflank security breach leads to abuse of customers' AI API keys

    Northflank, a cloud application hosting platform, disclosed a breach on 30 October 2026 after a Wiz threat alert and told customers to assume all environment variables were decrypted and to rotate secrets. Customers reported unauthorized use of AI API keys. Wiz's "Black October for AI Developer Platforms" report counts at least nine incidents, including Railway, OpenCode, Warp and Lightning AI, and describes LLMJacking, with about 2.5 million Amazon Bedrock calls costing roughly $100,000 in two cases. Northflank has not said how attackers got in.

    bleepingcomputer.comarticlePublished and added 31 Oct 2026πŸ›‘οΈ Security

  2. Your Benchmark Is an Empirical Measure Over Difficulty

    The paper treats a benchmark as an empirical measure over item difficulty and formalizes two failure modes: measure mismatch (benchmark difficulty distribution differs from the intended one) and coverage gaps (uncovered difficulty regions that hide localized training progress). It proposes two diagnostic metrics with theoretical guarantees and analyzes 25 popular benchmarks across 7 domains using estimated item difficulties. It also introduces BenchFill, a difficulty-targeted item rewriting algorithm that reduces local coverage gaps.

    huggingface.copaperAdded 31 Oct 2026🧠 AI

  3. President Trump says they’re looking into Binance hack as calls grow for crypto rules

    The Block reports that Binance lost about $6.3 billion in a hack on 29 October 2026. Co-CEO Richard Teng said a compromised DevOps engineer's laptop gave access to a service container used to submit unauthorized withdrawals, and TRM Labs attributed the theft to North Korea's TraderTraitor. The rest covers reactions: President Trump said on 30 October he was looking into it, CFTC Chair Michael Selig and The Digital Chamber urged federal exchange rules, and senators disputed whether the Clarity Act would have allowed freezes.

    theblock.coarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  4. Bunny CDN Security Incident

    Bunny CDN status-page notice, posted 28 October 2026, about unauthorized access at an infrastructure provider that hosted one bunny.net CDN node in Armenia. Traffic was stopped within 20 minutes and the server wiped. No access to the node was found, but cached content, Pull Zone configs and TLS certificates could have been exposed, so all platform certificates were reissued. Customers with their own certificates should rotate them with new private keys.

    status.bunny.netadvisoryAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  5. Bulletproof Host Virtualine Loses Its Domain to FBI Seizure

    Virtualine is a Russian-speaking bulletproof hosting provider whose domain virtualine.net the FBI seized. Court documents say it hosted phishing, spam, carding and illicit content, and ignored abuse reports. TRM Labs says it received more illicit-attributed cryptocurrency than any other labeled bulletproof host, mostly from a Russian drug marketplace (44%) and a sextortion scheme (17%), and later from StealC operators in 2026.

    securityweek.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  6. Trojanized Claude Code Extension Plants an SSH Backdoor

    Analysis of a trojanized anthropic.claude-code 2.1.313 extension (darwin-arm64), found on Open VSX, with a 66-line loader prepended to extension.js. It adds an svc-telemetry key to authorized_keys, opens a reverse SSH tunnel to 134.209.82.225, sets persistence (LaunchAgent, cron, scheduled task) and sends host recon over HTTP port 8099. Includes IOCs, hashes and response steps; no further payload download was found.

    opensourcemalware.comwriteupPublished and added 30 Oct 2026πŸ›‘οΈ Security

  7. $2 Million+ Drained From Polymarket Traders in New Supply Chain Attack

    Polymarket halted trading on 29 October after users reported unauthorized withdrawals traced to malicious JavaScript served from DebugBear's real user monitoring snippet. Hudson Rock's sample abused the authenticated session to sell positions or send tokens to a hard-coded address, without exfiltrating credentials. Loss estimates range from $2.19 million to $2.71 million (GoPlus), and Polymarket pledged reimbursement.

    securityweek.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  8. Trojanized Claude Code Extension Delivered Persistent SSH Backdoor to Developer Machines

    The Claude Code VS Code extension anthropic.claude-code 2.1.313 was published on Open VSX on 29 October 2026 with a malicious loader prepended to extension.js. On load it planted an attacker SSH key (svc-telemetry), installed per-OS persistence, opened a reverse SSH tunnel and beaconed host recon over HTTP. Cursor reports at most 5,000 users received it in an 11-hour window. The post gives the timeline, cleanup artifacts and credential rotation steps.

    stepsecurity.iowriteupPublished and added 30 Oct 2026πŸ›‘οΈ Security

  9. Binance Finds 'Additional Points of Breach' in $6.3B Hack

    Binance estimated the October 2026 security incident at about $6.3 billion and said it found "additional points of breach" beyond the compromised DevOps engineer laptop it first named. The attacker reached a service container and submitted unauthorized withdrawals, with no wallet private key leak found. Arkham counted $6.01 billion taken from hot wallets on nine chains; Tether and Circle froze about $1.8 billion in stablecoins. About $3 billion is frozen onchain; withdrawals stay suspended.

    decrypt.coarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  10. Binance links $6.3 billion crypto theft to compromised DevOps laptop

    Binance linked the theft of about $6.3 billion in crypto to a compromised DevOps engineer's laptop, which let attackers reach a service container and submit unauthorized withdrawals. TRM Labs and Chainalysis attribute the 29 October 2026 attack to North Korea's TraderTraitor. About $2.7 billion was frozen, and the attackers hold about $2.4 billion. Binance has found no evidence of a leaked wallet private key.

    bleepingcomputer.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  11. TeamViewer Flaw Could Let Malicious Hosts Take Over Support Technicians’ Machines

    CVE-2026-111585 (CVSS 8.8) is an integer overflow in the remote-control screen processing of TeamViewer clients on Windows, macOS, Linux and Android. A malicious or compromised host can announce an oversized screen surface (for example 32768 by 32768 at 32 bpp), forcing a software decode path and an out-of-bounds write that crashes the viewer or runs code. Remedio's research shows a pointer overwrite routed to WinExec. Version 15.83 fixes it, along with CVE-2026-92372, CVE-2026-92374 and six local privilege escalation bugs.

    securityweek.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  12. Binance probes a suspected cryptocurrency breach: $6.3B affected, about $3B frozen

    Binance disclosed a suspected security incident on 29 October 2026, estimating $6.3 billion affected and about $3 billion frozen. Binance's early finding is that a compromised DevOps engineer's laptop let an attacker reach a service container and submit unauthorized withdrawals, with no evidence of wallet private-key leakage. TRM Labs suspects TraderTraitor, the group tied to the February 2025 Bybit theft. Tether, Circle and Ripple froze funds.

    en.cryptonomist.charticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  13. Trail of Bits (@trailofbits) on X

    Trail of Bits post on X summarising Binance's initial investigation into a security incident. Binance suggests a compromised DevOps engineer's laptop let an attacker reach a service container and submit unauthorized withdrawal transactions. The text says no evidence has been found of wallet private key compromise. The fetched text is truncated and gives no further detail.

    x.comthreadPublished and added 30 Oct 2026πŸ›‘οΈ Security

  14. Polymarket stolen funds: One account withdrew at least $2.7M across 710 wallets

    Polymarket's international exchange suffered unauthorized withdrawals on 29 October 2026 after a compromised third-party provider, reportedly the website monitoring service DebugBear. Betting Intelligence and Polysights found one account withdrew at least $2.7 million across 710 wallets. Polymarket paused trading, referred the case to law enforcement, promised reimbursement, and had a June 2026 vendor breach that cost about $3 million. The attack mechanism is not described.

    en.cryptonomist.charticlePublished and added 29 Oct 2026πŸ›‘οΈ Security

  15. Japan Airlines suffers third-party data breach exposing passenger info

    Japan Airlines disclosed that unauthorized access to Amadeus's Passenger Service System, between 10 August 2023 and 23 September 2026, exposed data on about 92,000 customers. Roughly 2,000 also had emails, phone and passport numbers exposed. ANA, Asiana Airlines and Korean Air are also reported as affected. Amadeus had announced a booking display vulnerability on 1 October 2026 and has not given the full scope.

    bleepingcomputer.comarticleAdded 30 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  16. Rekt - NEAR Intents - Rekt

    Rekt News analysis of the 30 September to 1 October 2026 theft of 3.865 million USDT from the NEAR Intents HOT Bridge treasury on BNB Chain, paid out in five signed withdrawals after a 10 USDT deposit. It uses Bitquery's trace of laundering via Chainflip, THORChain, KuCoin and Hyperliquid, and a NEAR regression test showing an oversized refund log made mt_resolve_deposit fail. NEAR said the funds were returned but published no report.

    rekt.newsarticleAdded 29 Oct 2026πŸ›‘οΈ Security

  17. PCI DSS and Mobile Apps: A Simple Guide | Oversecured Blog

    Guide to PCI DSS v4.0.1 scope for mobile apps, with a mapping of common Android and iOS finding types to the requirements they break (Req 2, 3, 4, 6, 7). It covers which app behaviors bring an app into scope and gives three anonymized cases: cleartext HTTP in a vendor native library, hardcoded keys in a third-party SDK, and an implicit Intent leaking data. It argues for testing the shipped binary and keeping a current component inventory.

    oversecured.comarticleAdded 29 Oct 2026πŸ›‘οΈ Security

  18. Threat Brief: Critical Vulnerabilities in PHP: CVE-2026-109618, CVE-2026-109619 (Updated October 29)

    Unit 42 threat brief on PHP2Shell, two PHP remote code execution flaws, CVE-2026-109618 and CVE-2026-109619 (CVSS 4.0 9.2), both caused by longjmp() error handling that leaves memory uninitialized or freed. Cortex Xpanse counted over 22.6 million exposed instances. The 29 October 2026 update says attackers chained PHP2Shell with a Linux kernel privilege escalation against internet-exposed PAN-OS management interfaces. An earlier 23 October claim of post-compromise activity was retracted on 25 October.

    unit42.paloaltonetworks.comadvisoryAdded 30 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  19. Multi-View MoE: Letting Every Router Shape Expert Computation

    Multi-View MoE is a sparse mixture-of-experts design that uses several independently initialized routers to select experts, then reuses their relative scores to mix learned latent views into each selected expert's input. Each expert still runs one forward pass, so active-expert count, FLOPs and all-to-all volume are unchanged. On a 24-layer 10B-A1B model trained on 708B tokens, it gains 1.18 points on a nine-task mean; Multi-Router alone gains 0.6.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  20. The Athlete as a Scientist of One: Agentic Bayesian Experimental Design for Individualized Physiology from Consumer Wearables

    EpiCoach is an agentic system that treats one cross-country mountain biker as an N-of-1 experiment. Claims live in an evidence-gated hypothesis registry, and each must make a probabilistic prediction before a session. Predictions come from a digital twin fitted to heart rate, GPS and altitude. In a replay over eighteen months the twin beat standard forecasters on heart rate but not segment time, and the agent loop matched a static model. In the first three live weeks, the ledger sealed 20 predictions and scored 14, and a safety officer vetoed the agent twice. The registry, benchmark and protocol are released.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  21. A Unified Hessian-Guided Framework for Post-Training Quantization

    This preprint proposes a unified post-training quantization framework for large language models. It derives a Hessian-guided approximation of the output change caused by joint weight and activation quantization, using a tractable Fisher approximation. Quantization ranges, linear transformations and weight rounding are optimized together under one output-sensitivity objective. The authors report gains over state-of-the-art transformation and rounding methods in channel-wise and block-wise settings.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  22. Tracking AI adoption in North Korean threat actor tradecraft

    Microsoft Threat Intelligence report on how North Korean actors use AI, ranking Jade Sleet, Coral Sleet and Jasper Sleet as operationalized, Diamond Sleet, Onyx Sleet, Pearl Sleet and Sapphire Sleet as accelerating, and Emerald Sleet as expanding. It documents AI-generated lures (100+ Onyx Sleet PDFs, August and September 2026), AI-built tooling such as Coral Sleet's private GitHub repository trojanizing, and Onyx Sleet and Pearl Sleet use of the ARTEX agentic pentest framework. It ends with mitigation and Defender guidance.

    microsoft.comarticlePublished and added 29 Oct 2026πŸ›‘οΈ Security

  23. Granite Switch 4.1.1 β€” Update models like you update software

    Granite Switch 4.1.1 is a backwards-compatible patch release of IBM's modular Switch architecture, which configures a language model with specialized, cache-efficient adapters on one endpoint. It updates the Granite Speech ASR model (10 languages, native punctuation and capitalization) and the Decision adapter in granitelib-core, measured on the Jev Decision Index test set. Only the new adapters were retrained; the base model is unchanged. IBM plans tutorials and an Adapter SDK for third-party adapters.

    huggingface.coarticlePublished and added 29 Oct 2026🧠 AI

  24. How Gemini is helping students and teachers in the classroom

    Google reports two classroom studies of Gemini. In a 10-week RCT with over 1,100 UK students (ages 12-15) on Eedi, Gemini-based AI tutoring matched human tutors on in-platform tasks and quizzes, with expert approval of responses rising from 76% to 95%. Gains did not appear on STAR standardized tests. A yearlong Italian study of 1,600 teachers found lessons co-designed with Gemini shifted toward collaborative work.

    blog.googlearticleAdded 30 Oct 2026, published 29 Oct 2026🧠 AI

  25. DICE: Decentralized Incentive-driven Federated Learning for Efficient & Scalable Customization of Pretrained Models in Web3

    DICE is a blockchain-powered federated learning (BCFL) algorithm for customizing large pretrained models among untrusted Web3 participants. It combines dynamic progressive learning and model slice verification, so hardware-limited participants can train part of the model, with a tree-structured committee consensus protocol and an efficiency-driven incentive scheme to scale to more data holders. Experiments cover vision and language models.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  26. Appreciation Teaches Unauthorized Execution: Self-Evolution Degrades the Robustness of Personal Agents to Indirect Prompt Injection

    Paper studying whether self-evolution weakens personal agents' robustness to indirect prompt injection (IPI). A two-phase method has the user ask the agent to follow tasks in external content, then tests with a third-party injected task the user did not authorize. Against the non-evolving base agent, attack success rose 14.0 to 48.8 points under skill evolution and 3.0 to 39.3 points under reinforcement learning. Code is released.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  27. Police seize Virtualine bulletproof service tied to ransowmare, cybercrime

    Virtualine, a bulletproof hosting service also operating as Secury, Massgod, Spamhouse, Lanedo and Omegatech, had its main domain seized by the FBI with German, Dutch and UK partners. Chainalysis and TRM Labs traced its Bitcoin payments to ransomware (5% of flows), a Russian drug market (about 44%), sextortion and the StealC infostealer. Dutch police seized dozens of servers in Limburg and recovered data on over 3,000 customers.

    bleepingcomputer.comarticleAdded 30 Oct 2026, published 28 Oct 2026πŸ›‘οΈ Security

  28. Siemens Mendix SAML Module

    ICSA-26-302-01 republishes Siemens SSA-137528 on the Mendix SAML module, which has an authentication bypass (CVE-2026-89209). An unauthenticated remote attacker can replay a valid SAML assertion in IdP-initiated flows to gain unauthorized access. Fixed in 4.2.4 for Mendix 10 and 11, and 3.6.29 for Mendix 9. Initial release was 26 October 2026.

    cisa.govadvisoryAdded 29 Oct 2026, published 28 Oct 2026πŸ›‘οΈ Security

  29. Christiaan Stoudt (@cstoudt) on X

    Thread on CVE-2026-97631, a critical (9.5) flaw in TianoCore EDK II UEFI firmware, found by Alex Matrosov and Dan Holmes-Mitra. It is exploitable only while a machine is PXE network booting and the attacker sends an oversized ICMP error from the same network. Code execution also needs the exact firmware build, and Secure Boot does not help. The fix landed in EDK II main on 15 October but is not in a stable release. No known exploitation, and not in CISA KEV.

    x.comthreadAdded 30 Oct 2026, published 28 Oct 2026πŸ›‘οΈ Security

  30. Coinbase Customer Data Hit in Analytics Vendor Breach, Funds β€˜Not Impacted’

    Coinbase said on 28 October 2026 that a security incident at analytics vendor Amplitude exposed contact data of a "small subset" of its customers. Coinbase reports no unauthorized access to its own systems and no impact on funds. It gave no counts, data types or dates. The article recalls the May 2025 bribed-support-agent breach (69,461 customers) and the 2025 Trezor/ShipMonk exposure.

    decrypt.coarticlePublished and added 28 Oct 2026πŸ›‘οΈ Security

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